{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x214376a9278>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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toee/++z1mV+rADcEiirAuqneORPO2BB9iFdEM7xfi8xo79/994YZwwPn+c7B85MsUqDJHsMpo3ZF6dLaEOJNmfOtcZat7vo0N0QKOpnmDYozqhe2itLVxsTqyUNDzsH+DCtsjq1jVk1IqCT5UyktgNM86sltVNvGD6mMXGphzBuztUVsfZ2STTPD5Srya3UKZIlAUc59fs9ZMshjFJZBrU0yZrDZ0OwwF1TnLf2+pbFelk7wH9GsNNiXduVx/bSwD0uoRGEOK+dbNtNqe5Qm1SLmx7vpm7idZo+MVI44OoeWJ2SePKxv5G2SNGdw+JKYrWqyStCZxxhc2AcAJGvB2EFZFyE11xy3NJX1mJ52NgI+NqtCpt3YkK1RA9N9bkmjvv2tjF8GIxlZ1DXzhkBRxob18x9hSynl+SCyRWvZMH24LBpXOxWlNIQZkrko7ANNnPtWlJtepbzVRDb8Do80k+mbdhH94ubZJZ/Ef2AJWsIkl1Z5XtfmaC2YQs/ia3CfrS8YJhqMOja41fte9Kmdp1spUzUYl/HIYocuG5vp+qMIepESh9t56TTA436eRgzSfYRDj2lLSuQWNJ87OlwerzAtvaJUEfIYyBUR6U3AKNeqsTpammMo6/sE7Mjpe8BUESjKWNADhZKuitDsUQPKvtuyRUtdnZJDl41LqHS1Z0T/lsCKp9sey1tTagJDSILtB4O95/fMbWJ62AYmp07idHRZZlqnWVJXF2cLhY/uMDWhtVSW8TVSwfcKIpyy3n7+oCgvX2wZanHkwBnt4ROAGw1z7/JZmAE4vJaTr1qJO78yEvCBDVkENE9a3xl6nrwGXmsZqQUIFOWeUl1vrb+wV3mlYWuXNKICtph0fXGrYC/vDJe8bnZH/+CJPLgl5lsy3v+NrbPIqycPibxu5FuYW5ppcNN57OQtILpVCtfAKrzMOhNw9vJ5KCu95pW36PIXta7VYdhFYcP04Dxxpg5fzouXamOrVeSKzmTunW6XluaG4DLbvB47lxTlUhduwJAIKwghr3cphDPYI+1GWFm8OE0q5x7SRZyIQFHmgg7CYjTTLTjx/SMXiwitR0wkfbIfvXK853f3nLNt2Wdnb7I7wk+YUR1sDseMfIjyIBTlnIg6ekiUdWV9g05q9W4Pd5VWF2lIqRJsmrNq/thwXXL81AW0NQ97XJ64LvybZdSeqSP8WzLvNqc90fWHTUgu0vO61RBidN5oo2AaTJP1TQOx9WtJZ5j4285YY21Z11rKHZbfF3G1y22fJH0tzhsCRSk5b9cZkeYr3vdKM+K39WmW9gFdQz4TJwqWdDDNr4LSt6W82X1TQ/RTb+G48PkenL/fa1uM7B++if5hdHvMhUhBH8dxkExPrXTH0Qn/TdQJzWYJ+9DilzRxcB//XHbu67czTVgnrJ1of6EV7FSDoeDDtPLkYSJ7cfaA17yXHLIw9jqbS+qJ5+0Wsd5pOJ2zKmFynLvN5zuds95ivHSkYdSgXoks12ZX0SK3Y8e0taqJOSFzh4U1fkirDE9guyCY23ujWotHEyhKyQGLx7h+bnq8tQ/oJWdsmNL99zaOnEW0KMqHsSmNQHeSyxvqkQN63rSjtPzYxRElDxsAagzxNhHJSeJSkOb1xdZRFHY5Sknwxkv4EC9NhimyNdj0oTX+wZfP7jEzkTJFMcylQrsyoS47KGfadW7u6PK8h0ie12Wmf++APE4G15/9Fo3u8fcEvyT2Pk87UVrm9InYEsRmKyBNZTg1O8zwH/1x7RRG2j19+8lWljN6EKNbZ8VtwJJae1lDoCjnnDfRQ5eNFaVEjlg+Ti7cd5vuz6N2B6klaUSAf3L8srLPDl4yxvrw2W7Li9pizcm5VNPtVZyOlkUiA4Mq+glK67YV5gYZN7fRPgtGB0/kQXv8Ow8mDS9/eBsQcOy4tUAc5MjfkPd8CKdtZ6fCnAcThwaPIFcJ3Fq6Ihu2rt9NvLBBTgQNCuMliSM4q/jh8QEveEx9eZ85NdeKJS/CjFxZrfJdu6wBQW9TnDGBlsZ6eewzm+TsHadJ76atb294iRLNlUcuKvsszvk/oHd54r1VKSWOdh4PItEezDmMKldx34VKZu0M5Pi+XY5UpFjdK0VEDlri3gozijzlSLrisJ7XnSF9m8vOXxNerVTzyHawPKyNM+wlu97Zp4tgVGG2TlBQMa6sK8HfO7z8vhzFzaet6v6332+66dSVVtaXOIMbdGfEh3OR+A/ooV4imE7X42UDEGxI3/Ju2mFepmc6mIHHQZ7lqJG1zq1unHF1JnUEinJuaN/gfqk84JvoeWYP6dssSyeEG6mse0k+F4nffHh197/7tTTI2inDIq0jriitzAg4+kv6AS0OHSVSZChKSzMRkQ87WpGYHo9RWwL5lcukyCP6t0TLUeQxj195BloayaWaVNJIjFknzD1m1YRM179+arJdSkpHEPXL3eXHt9uVw8Sh0YMrQdJOXL99mNH/Sm74zr9KE2t7jT7Vc6Q08yu28xzy6y4WvgtxjT3BJazJr6Vqjjf19Scs7/F3mCDm/oXum6YjE//33uFGAEVlcc1RlOeDPwEEinLskKVjZeG4QYHTBfXLnjSsj4xva7VVrArVcxvFGVlh/VTv4M+4tla5/LCFcvr2k+X2s9ZFXkdclRz02T2nIwoE3Rqy3OTd9eOIhUgit0Nfj3Ps07tMj7S8T+7sPV/c4n9+r+DKntv+r+TzLE+C8l1gq6CWellVYXs3eY+8GOf5PbHRByugrq8yalIzrqS+uHqye3CQwAxKreiM9gLWFq2jd3tzuuqoJUbTmY7MaSLM2TSjndGLS9kafc6pzuUaV2uXPQJFGfM74BaPDw4SifRMbO2mTinZY15Hj88OXDwmtWEoq83Zm6b6fr9y0hA5fs1E1+S0pjbNSufByfl2Okqd1HS6VZMqp8WAl1qNCdj43c43MOunbQ20ll7/kkpmHRQo72eQryXP+z/pikve60VB11rT7eOWZy4NeWplFjUH042nrgqeqAbFeftsM4A/pnSwDQsXDRvl8ws2JXnNbS0ENr1eaEAiXfjHDu55r81itK44h3bxmOvlE/jOg0OX9uwid98ntsuoJPmRxOhzbocSgSJUnDGDW+XbB80PNU9jfZ3MdDSttJWdP7/sndkNKSSOvWi/uYmvI6/y+kBeLa1H+sYIYKbJ5r34M7vPCr/+ELWBeWOSHR7XTZZ1lbzVk/aaP8rKclotPxy45ctw86ld4g9GYMsOM6O9pOjVmO8HKxvydtyHeWDpDAgApvnbTNeV5D2X1lAxGe6bNDbznz++re/6Eh3wJ2DRd5+93nhRcY5JBiewzznSeE+1de0gUJSxvNyrpo2kGaNIfvaHbVnHOKp1u+ZFqJ5nGewLr/0f5kEg8jGkor8dDMpTUCxT6fDvIwf0ylVVIs3zz/a6/Lr6FmWdLNvLuMFmXb7jtD4tZRqcSlOnSx6gWYY5QJJi0oowrgMWRx+50T7l2z0wWo62fJ53SIGFXT/ZQhcxkZ4jgLoKU8+IV5QybX3Mr8dzR/v3DkG6jlo5nmTWQqAo58yPRr/roMnDWI0d9zXH6xhI9E1LRNV4LKY1akVx2/k+ELjs8igV/nN2nCYi4XMSJJEI0Lf4KR/ivRrrrT34x9lSJtvZdF+49dNPyzcPnBd7Gf17mXXtqobn3kxH7fFw4rrOss+iDiYhIrL99PiDRMTp7ud1vfzBUYt7/B33LX/cQEznMGcrIl2W5NdzvSXXBZNiBF1LPuWRm85trtGDehuv13WZ1XAi14A1U5JNjJ8Gmy15+rY0eibvL63Dc4gnz2sT19q2J1CUMb+ba5iDMWxf8dIAQf7CBfFcfaz9pGa2fWRDNt39eux7yzuevFfukr6xdO/GqBVrw+/cpjMdXch12aGucZFXE9qJayeWfRZ3F379APeARyXUOfqXjAAKl9IAACAASURBVPgX5i2pEZ+NUGfh9V1QXrmwjHMZZbBzTbpG+yWGDxb+R7m1+IpzTYzb1dN0BMtfn7LSaLqDlowREZE+Ee9/UbeF36hU9XVKmht6vjAY77hWp3VoHrh4TOh5PrP7TBEpHXEzxItTn5tFMSdR6TRJdcl2e0nUUIFNEgJb7YSQxOAZW5dd/tngPsnkgDt9+8lWchkVX7qFUZZzrIbcfFp5PjwbL5Tc1FpQyA2BIlSNxvqtZ3TUimQxcPedg8PlfIriuNXlD6O2lN4re1zsnF8GDO8dVJ/hImom7fxGvrvFtQ+/4XIj7vBaOkyq7Zxwq5AumTDYc/oR/dNPXhqk1fJDYLHFQ9p22SbaUPGlDl461spy4qiEnG8tDWYPgcUcU2kPmzw2xmi2pZu/fUAv72kdE9/kkbQ8autkt7mS7BbotYfSPBwr4NAv0xIw2mKebTNqoHH+uSz2jcnzSmm9Yt6YQfZf2FSI0oTpIiLbTR9ufT1edbm0r/NZq9wzv0r4PVTYOhTz2L3IthH9W6xU3ovbap1BXow0mL7RDGJyLFVCxT3PTLafzVwkrssz2YeFaYxHtrMxOk6Pf2d7oO3s0bTbVYTfXjwOFow1G7XST5zWNM68c14PgW0lb1pPXl/eRSistVPyce2Mok+z2QNqVtXED2+X30En8lx1Li1b3LKW5iQryuLa5tvN2FD/Xo1y2WELjaZtdgQM8rbPw5Sn9L4WpZULLaijMa1TRDmblHI/Dla4nLM/OmZJhDVslWTLKBNBCeqLTFtQwkwFNgiMhUBRhvyaDYuEbGobsyx5OO6PWz0heKKIKvUt/+CIzX1Lfy4xoNpiM0dD1pWh2Aw3RY/Jitsvxm8fbqFlzfm7RR8NyzmSpVLK9e3j0JKhi5dPjJ43JsgX9prt+d2ogfloRm9jnzkleU/Lym5z2rMuQpkbTlqR6vpOcOmaasrt0tyUcWuN5oY6GZbBMOZB4t7H3F7MlF3RLdze/LqtVWrds9q47QcbL3NM/OpkOy98o7rZoxXg/xy52PXzvEvrlFJKubYeqrUcaASKMvTQ+RtTOeC1Ln/Y6/rM8XfIZZ627aT4BStR2p/eJtPnvWppUlj6c8M+70Z9Pq7wkELFCjXqmc+03zt8Ufe/rzxiUdn3ft0Toghzvw11b/aZOO49Ps0H5aF9zR7e3K5bjSUvIkp/d9YPp05+XdmC2Hq7Z7u1n4jI6snmyVr9AmlFeaifbpo1ItX1mfzmqSPsjdpqkpzfRt4spy9u3iZwGq+6iWfC1YBPcnAoiYh/OdxeUnx6V/Pgebj7S/QtEncwmTTce8528qW9g48z29x+v9t+PXrV+K7vki5QgCzOC+ehF+bFnOkh27vJ/d4W575bK9y2cR7uw2nKT02xRvndnCYNM08S63dt6ZtA81ibFbMsVGpE+Fgbb6gD8hLl0Tajsh821EbLmqRb5xjtQp+JnAkr3Up66WELzMviOKB6JsQOf6Adumxs6HliSWA/5fn8Ksq6kh7F7Weus7KcMLsniVHghvbLT76JNEZpTPN82D9CQmU3UcpsMk/WrXmCymhj1DOnHsnxfWZzux6t9AnkFacPVb9LeqCJnESK+vduzHdgwG00VpuLN9wNYfbWbnM7IpUlbbautXnMP5g009xW1YxAUU5966D5MsYlYZeXlkbvXek12k4l+dr+c2PNb3qhDJrOtE+wLaUVnj3mWm7N4HFXNN9e6b2l9EqimZagCkQuKoTdPaaCyxI0mlnRKEfuryERkyd6Vdz9iumc5UNrkkv8XtTW1+y3BW3btB6Aw64n68Mzqe0y1HC/2VQ6ClzexA2sRsmN1y+F4FJUZ22cEmm+JI5Zm8NpZy3qPr/i8PLWqm5M71Gl0roX5+COH0rWrWWMpk+gDGMTGCFs7ODexi2s02rZlrTOYX2zLkLqjnOpe1ZLzxNTBIoytqNHM27nCF4mVk0aIqsnlydrm9XRvywPhQ1p3yCbfQJhafrZCctTXV/UCk/pbD1aynss0jlPHm9WE4f2kYEpPKCVJvi1IRdBpIgGtTZF6t4T6Tf7vV32CyqFWIXXcr7v0tUuSPE0yfp0qfbRT6aPjN+C9eKYLxtKZTHyWUuj2dvNI1eMj7WeKAmS6+tU7CGb3QJcu24T/+VIWvczkwcI2wnJvS6L5Z/b7dLSMbBX5O6rIweU10m/vE/0blGnFlIh+BU7qGtp8X7ll2/Ii9964x57qyYNkWuPWxprGXnjuk1cPrJRa9o8vyORZyCYMelSnWctjfVyzKqePTmyru+lLR9P3zXid6evLvvslPWTZKRLc76wNxellBy6bFzUolkT1Ac6aoW/+HC3piQY9q2D7A5jf0jAm1jTinrWSkdfmWjQEirr0ai6WbwIf37PWaHn+f2Za2X/RaPLPg8qVhbBtbI1Fkc0y9mdrLXZ/nnjd0xvNy145K3SocZH9Hd5O+jsPpezbeq03CCvigm3X5iHXz2wt3fw1nS3BLU8mjWqf5giZcJGQHDCkOCWynk61tdMKc/zlNYb3dKgcpTYd0NJlL1XIQi3cUbwcM552Qtev7vn+yfzjeNcXvG8dOt+5zwO/ZaeVlLiKOK+JDps+TiZMzp4+HSjslhZShfr56DFwtm6fn1ql+lWlmNlROYQ22d8W2uPXhjOefddWF63FREZb3BfiKIzRAoVN269SbK+PSkRefyCTdkWIkUEilLk1pWsrk5Za4rsdkMqfuSeUC76urzO050Chp623XXLL/C01qWC6aehTsmU4ZWde6noQEdOhqNW+rxdjnnBjZJEWURkYaFiN3VEv1BvEsNUAB6/YJPsNX9Uj9GfTDQ31LsGBIPWnadWQ34lndle/kCcRDJO5/b6mqP7q/OBomyThljXqIHezb5nuPzGUr6/yzcZdvl3sa6lhod0aV44t/1oYz21ynYX7b3njwo1/YQh/vdGWy0dZ3ckl+/N7RBb6PEQ7zXEfJ4dvco/R6BbsKShvk7GtSXzEGZLlreuwa1dgSLTy1NSQcLu63qE9Ea+98+oBSrx0HkbMx2Wu/S+F+fFYhZ1pSj3v4OWjLWy7pbGev96uGV9ezXKxpnuvVW8tkNSI5667eovbvZvZXTA4tEyd3TXfSoPXZprve5EoAgVIcqJus+CcBX1LKyfGtzyIazOoX2k1WOUAxGRZkcQZKojMJZmv9u5Y7rekO0wY7jsUtq1wC2pYcii7TVva5LB49dMlBPXdYYtYhkblZs8vKk/Z6dpnt85i2ezpFFaEjr7/2spPwa89sa0gET7NnfBoFa7Xb7+e2/vCtRX9u0ZUF2XwLUjSfVZPuUYsJ07xq0ljJ+RlkcU9JTybjh9g3ugPsnEukEtCqNeh6Mm+W5OcIRB819iZ8fbfMZvcozM6LZY5z13a1DGrVNdz8/89q/XN0kFL9zWF2VdTQ11iSTR99OjxViOXoRFYVr8kW4ti13Y7O5tUveOs+tzUO3sYfeAJOBKVOTeGyeuTT6fZa0hUASrgq5H/m9ekrsRlZYrL9fNbx9st+tcUatPP3vnG16lRA5ZOrb731GFmbV9QK/uN2PhE/IGHyOXHLpAPl/SL3pAyAq+awu8UEvIll9ZS4dNF3FUwh0zui0j6AHrssMWun7e3FAvw0KO6tRQX9djFDY/Yx2tNa8pyefgVWKjYy/gePuy5eGGd5uT3igqpqfexza5BxavO35Z2Web53uXfwePN5xpDxBgy9mbpmZdhJrVr1dAvhlL60nyActk2cN9RhkKalEYpuilZTlwyRjf74t6O7oUh3nR1GN5PrP1DpsvyKAINu/jadQJbB6CYZeVdZ0n7Xr6sasndHcNDfL1A+21QK2z9CR+uUf9K4q/fHxbK8tJO0h1quUccG7yFnhLGoGinKqx4zB1Wd8A/Tx43obYy2hqqPMc6UUp9y6CSb4wch7Pvz9zbfeF1njI0phlO2jJGDl/txnxFmJB2LdyF+8/t7vLkd9DeLeoo2v4zBfmprhqUnB3Et8HCo+v/HLn7L9otAx0BJSaXAJhobnsp4/tUB4YKK43TsXBtLVbVi90t/VonTF7VHkXps/t6d0iyi1AKSJyrUvAydSsjv7GrUNsJ5/ebnpwjhm7zA8y0wCrF6/GX5ceuiD0skIFLAyn3nOe3dbCJtctE7Zb5f735q2B6NLDvDTBqk3TR3oHoZzl+OaB7i+6PhchN6CbsC8X/Cp23S0aPUd69f/elm+EDDDYKM7XD7CbyF8knRbozt++jcv9Jks2WxQFtYI21bclfCL2MPLQquya45am0jL/tjPWJL6OSkGgqIqE6Sed1Qlf79skuOd3Vx212Np6+/dqlNvPXGtteUlqbqiMhNlBdt3GO19VlGCBqX4uXUga6utk/0VjXKbOtx1mjpCfn7BcTt9+snx8x2ly0X5zXUc3LL1xuk2TtrSC3eumhuviE1Xx7b6Na6czwW2ejkuT3E62BY1GJCJyZsThzZ3SHvkmajclL1ceaT4qX0ujdws+t+tjqd4eXZejjnJlW967MdrSP8FRPpXqGrksDrfukptmjZDNIfNz+TEZ6bS0PlG8RjtfGowa5P9b4xxRftew3eb07Fq/fUmAua1Ps/zZUusNNwvHDZINM9xbczoVR44La3xbq1wfcjRgtwf9oAFXLj/cXmuZe85Jbnt78TpGDl4yxjfwUdy2pcdNVJV+5ZxrKbF7kI6B3i+W+jRnnzcpTfm469c4t2tEGhUhr65emzy6CJjwC/QeumysnL2jd36UUmGTdw7t6/0gsGj84B6VmmIx0xhuPQmDY74xTsOX9pkj3z3E/Y1j1G6GQW8SvnHgPJk3JvqNZEPhZuy2mtJRkz4e4liOo65OyfFrJkrflkbZNGuEXHpoeYWpNHhx3Ors+2nbDkXbim2HWk6EN1eeXd0c/z5s+bjQy43ryBU913ns6vIWCXkd1THpAFZponAbouTgKd1HTpOG9Y1TnG4f8cgZVCpKl8A8jLwqEvwwVDqSTvbvyaMLMdZY2Sc/PiZ42HVnfjmTlkKlo7zFFWff9GlpkMsPW9gzMNDdmrnnkkvXs+e8Drn77PVG6zlixTjXFqciIrvOaS8bIclZj+nTXC+DWptkh5nJt1Bs8Glte+K6TrmiJBjTo4egx71wenv/0Nfn0m0/vq3VtYWqk0mA29QAn1E0k3L0Kvdk1qXH3aElIy8Xt62trs5e55NJvSirHJtezxFpcf7q5oY6OWZ1eonJ84BAUQ4tHDtIloy3m+gxTEDkIpfhCE1pLXLC2ollSZrrlMi5O033bRIfN0eRV7n9Ekb/9sPezQttvMVOyg0nr4g8r9ENwXRhhhN6rdL0vmM6XZy3LuumDO3ud+62jb5x4PweFeXDSx72bY588rX958qH1hgEe0q3S2FFdXVdgSy/7nY9WjxYfFLacVb0QHMSLo3Sbz/kqGdhRWmVFHe1R63sGRg6eX20N8jVaH1KrdKCeOWDssmrtZANBxfy3UWVZJ5Cp0WW61dR+F0Cwo7U6br82Evo8oOjlxjVGcLsux7Ls1BQr3VrLbJy0pAegYGgZNYdhS6qi8cPDuxeVHx51NRQJ0eGGNXK7fp/8f7zArvHn7pdvGv2oNYm3wETwrB5rg4N2cUwzsvsrDQ31Bt1CfZqMeMX5EtLVj1R1k6xO3DHLaevidxI4MgV46um14ep7I88lDltu0lSF+GtzPKJbWXNa4sX8/0WjenRtHPXOe1W+xgfvnycHL1qvCglctp2kxNL0uy078KezZvD5GUottjya9pd2ifaRu4gW9xaT50Ts4VLU7378bBwXFfy6x8fsyTW8k0lObLH3Wevl5EeCUL9Vnv1sUtl4tA+kZvUzync/JdMaJOxg4NzpWycOUI+7POw0H2T87lvH758nG+3puaGOrnxlJVyyNKx0u7TBcF23cCvgtnXpwl/1MOitOJVC4kIv7CXnYeBvMuiq5zTgYvz022wGpwUY3TKoBYJfrwuCQNTbrnrF7A8uhCIiN7ypOevHOgInvhd4026huZG9yAZ3hf54k/1mmbPeR3y/SMWyR5z212/L7ryyEWydELwkOI2W2Ect3qi/O701bGW4TZggkkPhjzkpym6cN85nnnU0nCuz8ixYcX5GVF2SQ1Uf3z98OglMnpwb7n1jMpIRZIHBIqqSGN9nVywu3vT4Po61T1k+JErxsmc0QNDvxG466PrPL+b1dFfzto41fOmuKtjCPRrj1tq5Y3ZZzx+q4mwCQVFLCXJDclv9LKiG09ZKSIiyzuDKy0i3g/KA3o3yXyXbls/PHqJPH7BJpnvGC0tLNOb0wGLR8tHd5jq2T0i7jDDbX2aPYfB9rvpxunOdvuZa2XnQvLwfi0N8tvT4yfJ+8nxy+Rze2w9/rvPu5C1gM5hfeUTO0+PXR4nk6vK1iBszwJ/ZEN+W/H52eRoRTVpuHsXIWf3pqSbcA9szWeXWtstZcNW2L1yaUTt6j1hSKvr50l0ZQvrrI32R2Ur7X5rYk6InBJxuoTYGoJ+VsfW4GOf5oZQuaYGOF48BeVzcrsEdPp0L/T6zqSrq5uNM8wDTiaXqyRGPStZQSqUiCyb2BZ4jV46oc2zDu28N4cJsJRuwzmjB8iCsfFysqyd4t9acpdtRsq9525ntKwLdp8ZqyxhfWXfOa6f19cp+b9PbJ9KGdxeQOeli20lML0uxBls4n9PW2U8bfHFd5/mhh7XengjUFRlTE5Jk4cU51uL35+5Vv509vrQyUAvP2yh/OxDy+Wec7bt0WVnzuiBcrxPt5rpI/vJgN6NvsnE4hoz2L2CnwW/yndLY73n6GVFfpXLresw23fFViyLxkcLCoV9wVFahzpv15kyqLWpLMdOcRt9/4hFcohL94Zxba1y9bHB+RaS1O6S2FOkK+Fn6Rl306mr5NeFAF8UYwa3yuYFdkf+8RI1puH9AKNkL8cIbs6kuyaB0cD1WnygGGb4YDxhyNbWmpcc4j4y1KiQFaFPWg7g5cFlJd0AWxrNqyBuI7qEbQLu1QLpqBDdRkz88Gh7AzGIROuKtOsc/xYRQXacVT4YwcSh4fMk+QXhrj7WrJXqdTFGxisyHaXo1G17buswQURnHsRbLLwQSJKzHlgLrSx3KHRXGu5Rj7UZvN+8YFSkFm6lgadrj1sWq6von85e390SzUvflgbXVmNjBvfucZ8WEdln4WiZUngRYhoA8IuTFfNZ9XLJjde3uUGWTfR++WmrpVvQtdUrWBWFM99XHCsKL4VND9koQfTmknvzyP4tst/C0aGXE+SKwxfKrR9ZI7/58GqzkX1djB9ilk+vtNvljwx7SdTC9dEPgaIcsNnVpvSa/FGXBHsmbzjGDG6Vr+43R87aOEXaB/SSwRGGglw5aYjM7OgvA3o3hepfu27qMLnnnO1ym1jVtgv2SP4tjWlro8XjB8t9n9hOVk3KR84OEZH/t9ds+XyhK834IX3khLXlQcZF4wYZt/qZ3p7M2/6+LQ1lSSuLSs+4iUP7uCannZ3gG44jV4yTvS2ORmPLz08Ml2/LL+dYFHNGe1foPx+hC5ezVcR/7Rb93A4aBaZU2JFnbHDui8UGweXSVhYLQrRSdA4VblvUh7GNHrkyvFotmthzXrTKsonvHW4+ctqJ65JPiD8qoZdBxbfGTnsvMNuupoGhwwqtCkq7ghUfygZkNFCGjdbaeXLFYYtk/0WjfbdnMWgwwqNbuYjIsasmyF8/ub0M8Qj+FwdPCdpvlxyyQL5TSK0QNX1DnDp/mO6Qg/s0RwqALZ/YJr87fY18cucZ3S+0kmgFO2/sQDl5fWfZffbOj66T2yKOUrx28tBQ3dL2SvB6W+pilzyqUQKKV4S4jot07bv7P7m9bJo1IjA34dmbpsrvTl/d4574tf3nytXHLZWNM0d41nFLzWzvL6MG9ZKJQ/vI9w5f5Dp4hojIis4hMmpQb6mvUzJ/TNd1u3dT8LNfsZW+G696V2m3y1rLNRQVgaIcKL142Logzxsz0LcP9e5z/S+QO84aKUevcj+5s/T1A+bJ0ggjylQDt+FoTRWDBG5v5p3CPOSUVpTCHrkmh/qe8zqsjnjxX7vNlGuO8299tHtAfoKiRkdep5ntPW/4rl0PAn7vNcctk0fO32i07rA+tmmafNZg1Jo01Bd2fH1d15v+dVOGypf2NgsE+D0MRHHwkrFlnxWTZbp1O+kXcP447bfI3hs4Z04Rt+bwtvL1OLvRfcJiLoZqNCxkK9uoxlpqARsmeJHVCDdB3FqUliodaCAJcbojJ+H7R3Q9PJa2jvt8Tq75Uc3s6C/n7zbTNygzq2OAXLjvHDlv164HxIbCfdkZVFFKSZ/mhu6XlqVLO2rlBPnCXrN7pElws2bKUFkX82XFT45fFjnXVL+WRnnoPHt1BL/tWl+njB7afZfvcxmpU0pOXj+prLXfsH4tobp8Op232wxRSslnS17AnrJt9oM3uNWtg57DbGltbpCL9pvrGSgtamqoK+txsXHmCBnRP9yzx5IJg+XWj6yVXk31sryzTc4wSCuw+9x2OXXbSXLS+uBcdRf6tPQKU++68ojyoJuz66iIyE4+QalakHqgSCm1QSn1oFLqEaXUmWmvPy9u/cjWZslj21p79JW01dfeS7ECuHn+KPnqfl0n2xSPvBpebCZ5/PQu0+XKI80j5BtmDJcrj7TbtF9E5JJD3buMpOmi/bxHnDtq5fhYzZA/uct0+caB82RWR/SknybWTB7SHZSaM2qgKCWJBxynhWjS29JY7zqyhPOYntHe3+jNya9PWSVf3mcbuf6E5XLWDl03wvN2nSFHrRwvd5y5NnT3g/o6Far13TcOmifrpw6T1ub8vBlZ1TlEREQ6h3m3iNltbrscvGSMnL5d1zb7ziELArvKFLsf+iXe9vPRwv5pNNi+k32uh2dkNBqis1XnL2OMehjENGBnw+AQ95HSe07UlhOlCahNh4s3FTc/0UFLyhNkb4o4kuDCkhZbceoWpqPEfGqXrV0mbQ+VLtI1mmOQsEGucW3BgbisWgiZ8mqZUDwek2ytmgc7zx7ZHdQY2b+XnL/bDPmWSy7Kz+85S45YPk42FgI1xXNk/JBW2WNeR9lAMl/cPFu+fZDdwVlmtPeX07ePfh8Jyn8l0tW9PQnFlv45jSN73t/97ulFJkHo+z5hls/JRGvMIFzxumVyTQxSzFm2aFw6L+FntPcr6x3QUF8nJ67rTGRkTq/9ttSle2NpWocpw/vJqYVAY16P+ySlOpyBUqpeRC4SkW1F5GkR+aNS6qda67+lWY488MpXse/C0bFG7xhjMKKS046zRnbnImhqqJN3398SOE/7gF4yb8xAufTQBXLVXU/JL+9/PlJZiw4svNHv19IoX7rpYdnWctcSUysKD7hFzmDC8Wsm5PYNq6mWxvpYw8eLdCWbfvPdD+SaPz/jOc0lh27NQzKwtUke+4xZU9WofnnyCplskKfJz/m7zQh8k+hmXFtr2UPGAY4H0cHheg+FtnRCmyyd0CZLPnOziIgsm9Amv7z/+R6tT0wUm+57dbvo16tRXn3zPc9uqwcuHiNX/OEJERHZa36HbDd9mG9i2uaGevnkLu5DAV966AJ5450Pyj7ffvpw+c7B82X15GjdIg9bNk5eeeM9OTZm0DLJ4cVFupLp/t/T/3b9rm9zg7z+zvuB3XIHtbq/NVw+sU1ue+Rl3zdkJoG0Iuewxm5dKYN8elf/4aCdSltweOUECzK4T8/jct8F8Vp93XTqSln/xVu6/17k0u0pDJuB/DVThspdj7/S/bdJPjsvP4vQtTGoW6kzKF76FtfJpDvY4nGD5K7HXgmczs1ZO0yRS29/3HeaG06KHpxdNrFN/v7863Ky40353NED5Rf3PS/fPSReEOKCPWbJ53719+48Lw11SsYO7t3dxWRGe3/51ckrpTNkV9b2Ab3kmVffEpGtOWT8BvRY3tkm/Voa5MgVXS2aPr3rDJnd0V9+dPfTZdM21nUt5+RtO+Xtdz+Qux57JbB13rk7TZOPXftXGe5oUXrXx9Z5duPyGvFzWL8WOXvHafLmu+/LrI4Bsv+i0fLgC6/LlOHuAd6oLT52mjVC7n3q1cjXqSC3nbFGrrzzSbn4t/8o++7Y1RN8uy5vM2qA3PPUq0brKQalRg7o2u4X7z9XfvDHp+TAJWPk+394Qo4q7O/P7TFLvn3bo2F/hpGOwsuhc3ac1t1arKiYr+fywxb2uB+FNaRvs+sxWHpfi9OtWKSrtfLP73su1jKKPr7jNNlu+nBZNWlI8MQBlk5sM+5WZsP1JyT3ssuN336bMryv/P3511MsTWVJe9zLhSLyiNb6URERpdRVIrKLiNRMoOjk9Z3ybOHm62afmAlqOwb2lu8dvkgO+M6doYeP/MWJy+WOR/0rWt90tEhZPXmoNDXUyS/vfz5Urgkvbq04rjluqTTV18nk4X1l8/yOsv61xTpCsbLwiZ2mye3/+Gfssoh03SD3nNchP/7T04kmvy4NUJUq/rag3Vn83qT/+8Jxg+Rn9z4r49v6yOyOAXLTAy/Iji5vrUu7uBSbdv/uwZfkn2+8232MFd9Uzw1ojm8jmV9pwmOvCl6QT+86Qz7+k7+KiHelMi2nbjtJnnzlzcjzFx+kPrZpqnx0h6m+le5iJb2fo2n3RfvPlWv+/IxMcrQCKgbAdp49Us7fbabc+vBL3Q92I0u6f3161xndD/1Kqe4gUa/Gennrva6gz74LR8uXbnpY+vXyv+14BYKUUrGa/DfU18mZjtZA+ywYLdfd86wscDzYn71pqtG5vu20YfLi6+9ELsvxqyfKHf/4Z/dbKqeoTe6dtvF42bCsECgqVvqDzBvjf13/+KZpcuWdT4pI17FnYsdZI+T6/+uqKIetdA9ubZJ/vvGuiEjkyvFxqyfKl256uPvvfjG3d2mC5zMttDhbP3WY3PTACyISL/fUbnPa5bO/QKp9QQAADQRJREFU/LuISKRg+mf3mClnXH2fiIjx4BLO9QS9xXfeX5ZO9H6T7bxvdAWry+9xJ62fJBf+7yOeyxhSaJHnds755aoY0LtRXnnjXWmJkc/irI1T5OAlY2W040Xe4cvHybqpw4xaM/nZafbIHoFfpVTZyJrO/XDF4Qu7c0MVA0Bu14ufnbC8u656xsYpMqi1SXacNUKe+/fbPab70TFLpE9zg7T1ae4xElWx5Z4zULTH3A75y5P/kro61V3X+2CLlt3ndshYx3YoBgOcXc7XTR3Wff3/09nrpaGuTvrHaOXVu6mh+6VO1DpEqRtPWSl9Cl2TD18+TvZfNEZ6ebQaGVC47jjvd9tPHy5f/90/5D9vvx84WmDHwN5y+vaTZemENnns5f/IFi3yn3fel+NWB7/U/PExS+S6e56V0350b4/BVIqBQGd6gqF9W+Sr+83pTmMxckCv7m5czv29ecEo2bxgVHedqti6a5tRA+S5fz8v00b0k78991qh7F2BH2dC6uI6Z5a0fHvovI3d9fzDSrqU/v3TG7pbLa4suR/ssk273PXYv3qMpDqjvZ/89ZnXfLdNqSF9m2W3Oe1y7V+8X46GcdH+c+XnZ/5cREQOcGk9KtL13HPSVX+RYwJearU01ke6Dx67eoJccccT3X/75Wl08997z5ar7npK7vQJzK8MeK5J2orONrn14ZdFRAIHurn62KUy/dxf+U5TPJ5Lz+d1AaMKVgWtdWr/E5E9ReTbjr8PFJGvukx3lIjcLSJ3jx49WteCe578l9794t/rt959P/ay3v9gi/7ET/+qn3rljR6fv/T623qHL9+in/7Xm7HXYcOzr76pn/znG8ET+tiyZYv+r1/8TT/8wutl373+9nt656/cqh98/rXuz0774T36qrue6DHdX578l374hddKZ9daa/3YS//Rmy68Rb/6xruxyhnkpdff1mdfe59+9/0Pyr5785339VnX/J/+91s9y/CFXz+ov/DrB7v/3rJliz7v+vv1Yy/9p3uZXvt7y5Yt+pmA4+B/7nxCP/Gy+/55/OX/6KvuekK/9ta7+qxr/k+/8c57+r6nX9X/efs9z+W9/Prb3cf3c6++pXf48i36hX+/pbXW+r6nX9XX3/tsj+lvuO9ZfeRlf3Rd1vsfbNG3PvSS/u5tj/r+hiDX/vlp/aEr/+z5/eV3PK5/8/cXenx22CV36V/99blQ63n1zXf1jhfeqh8t7JuiP/zj5bLlR/HwC6/r//rF3/SWLVvKvvv9wy/pWx96qcdnl9z2aPe2L/W5Xz6gv3zTQ1prrd97/4OyZb7yn3f0G++8p18uHF9+5/Drb7/Xfe5s2bJFv/9Befn83PbwS3rfb97hOt/fn3tN7/yVW7uPuZsfeF4f9J07u8v72wdf1Jff/lio9bn57YMv6jv+8XLgdFfc8bg+8+p7yz4/9nt365/d+4zx+p599U197nV/df3Ntzz0ot7/W3/QH3hsxx/f/ZTrtbDoxde69lnQuf+ze5/R9z71L6PyfunGh/Tnf/l3o2m11vrVN97VB33nzrJj0sRzr76l53zq1/raPz8del6nG+57Vo8543p956P/jLWconue/Jcec8b1Vs5lrbV+570P9Ixzfqn3/9YfYi/r+394Qi88/0b90utvh573rXff17tf/PvQ59GXbnxIn/KDvxhN+4d/vKw3f/12/Z7Lvc/pr8+82uN+5+baPz/tea69/8EW/ZO/PO157lx3zzP6J38pP66e/teb+oo7Hi/7/LW33tU7feXWsrrDb/7+gj7g239wvRYHefbVN7vui69tvTb/8I9P6hvu23q/efiF1/VOX7lVv/aWnTrJfU+/qt98p+u+/L8PvKDvesz/nHjv/Q/05q/frv9gcE3UWusn//mG3uHLt+h//uedwGnvf+bf+r6nX9VbtmzR37710dDH7Nvvva/3uPj3+k9PvBJqPhPO+2JRmN923Pf+pK+7p+ex+fy/3wo87pOyZUvX+eCsc27ZskV/43eP6H+9Efx7vDi3SfHY+uCDLfqDD7boO/7xsv7WLf/Qb77zfll9T2ut733qX1aegbz8+6139QPP/bvHZ+9/sEXv+8079O8f9r4fPVp4DnjFYD+bOOcn9+lv3fKP0NeIWx56UV/6+8c8vy9er+95suvefcltj+qzr73Pd5nOenmp/7nzCX3j/c97znvRbx7W//Xzv+mP/Oheffkdj+u9v3G7vv2Rlz2P6d8/8pK+5aEXfctTdP8z/9a7fPW27mvTr+9/Xh96yV09pgmq411400P6szc8YLS+Pz72T33BDQ/ovz/n/iz4znsf6K/+78P67fe2bqsXX3u7x9+VTkTu1i6xG6UNRsCyRSm1l4hsr7U+ovD3gSKyUGt9gtc88+fP13fffXdaRQQAAAAAAKh6Sqk/aa3L+kKnncz6aRFx9q3qEJFnUy4DAAAAAAAAXKQdKPqjiHQqpcYppZpEZB8R+WnKZQAAAAAAAICLVJNZa63fV0p9SER+JSL1IvJdrfX9aZYBAAAAAAAA7tIe9Uy01r8QkV+kvV4AAAAAAAD4S7vrGQAAAAAAAHKKQBEAAAAAAABEhEARAAAAAAAACggUAQAAAAAAQEQIFAEAAAAAAKCAQBEAAAAAAABEhEARAAAAAAAACggUAQAAAAAAQEQIFAEAAAAAAKCAQBEAAAAAAABEhEARAAAAAAAACggUAQAAAAAAQEQIFAEAAAAAAKCAQBEAAAAAAABEhEARAAAAAAAACggUAQAAAAAAQEQIFAEAAAAAAKCAQBEAAAAAAABEhEARAAAAAAAACpTWOusy+FJKvSQiT2RdDgvaROTlrAsBVADOFcAM5wpghnMFMMO5ApippnNljNZ6SOmHuQ8UVQul1N1a6/lZlwPIO84VwAznCmCGcwUww7kCmKmFc4WuZwAAAAAAABARAkUAAAAAAAAoIFCUnm9mXQCgQnCuAGY4VwAznCuAGc4VwEzVnyvkKAIAAAAAAICI0KIIAAAAAAAABQSKAAAAAAAAICIEilKhlNqglHpQKfWIUurMrMsDpE0p9V2l1ItKqb86PhuklLpRKfVw4b8DHd+dVThfHlRKbe/4fJ5S6r7CdxcqpVTavwVIilJqlFLqN0qpB5RS9yulTip8zrkCOCilWpRSdyml7i2cK58sfM65ArhQStUrpf6ilLq+8DfnClBCKfV44Ri/Ryl1d+Gzmj1XCBQlTClVLyIXichGEZkmIvsqpaZlWyogdZeKyIaSz84UkZu11p0icnPhbymcH/uIyPTCPBcXziMRka+JyFEi0ln4X+kygUr2voicprWeKiKLReT4wvnAuQL09I6IrNVazxaRbURkg1JqsXCuAF5OEpEHHH9zrgDu1mitt9Fazy/8XbPnCoGi5C0UkUe01o9qrd8VkatEZJeMywSkSmt9i4i8UvLxLiJyWeHfl4nIro7Pr9Jav6O1fkxEHhGRhUqpESLST2t9h+7Kwn+5Yx6g4mmt/397d+8i1RXGcfz706hIIqQwu8huQAu7FEknbCMh2BjsBAtfioAgSZFKSJq0VsE/QAXBF1gwoghRF8ROVBTBmFiKWVayVYgpYx6Le4SZfWObdXXv9wPDnPvMHTjF/JiZh3vOfVFVD9v4Jd2P+jHMijSkOv+2ww3tUZgVaZ4k48Be4NRA2axIy9PbrNgoWnljwJ8Dx9OtJvXdaFW9gO4PMjDS6otlZqyN59alNSfJduAL4C5mRZqnLaV5BMwCU1VlVqSFnQSOA/8P1MyKNF8BN5M8SHK01XqblQ9WewI9sNCaxHrrs5DeH4tlxiypF5J8BFwCvq+qf5ZY2m5W1FtV9Qr4PMnHwOUkny1xullRLyX5GpitqgdJdi/nLQvUzIr6YqKqZpKMAFNJni5x7prPilcUrbxp4NOB43FgZpXmIr1L/mqXZ9KeZ1t9scxMt/HcurRmJNlA1yQ6X1W/tLJZkRZRVX8Dt+n2gDAr0rAJYF+SZ3TbX3yZ5BxmRZqnqmba8yxwmW4Lmd5mxUbRyrsP7EyyI8lGuk2vrq7ynKR3wVXgSBsfAa4M1A8k2ZRkB90mcPfa5Z4vk+xqdw84PPAe6b3XPtengT+q6ueBl8yKNCDJJ+1KIpJsBr4CnmJWpCFV9UNVjVfVdrr/ILeq6iBmRRqS5MMkW96MgT3Ab/Q4Ky49W2FV9V+S74AbwHrgTFU9WeVpSW9VkovAbmBrkmngJ+AEMJnkG+A5sB+gqp4kmQR+p7sL1LdtiQHAMbo7qG0Gfm0Paa2YAA4Bj9veKwA/YlakubYBZ9sdZtYBk1V1LckdzIq0HH6vSMNG6ZYxQ9cjuVBV15Pcp6dZSbcZtyRJkiRJkvrOpWeSJEmSJEkCbBRJkiRJkiSpsVEkSZIkSZIkwEaRJEmSJEmSGhtFkiRJkiRJAmwUSZIkSZIkqbFRJEmSJEmSJABeA8o/KTOZfkdzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampleRate = 1000e+6  # samples per second\n",
    "sampleDuration = 5e-6   # total sample time \n",
    "sampleCnt = int(sampleRate * sampleDuration)  # total samples count\n",
    "\n",
    "\n",
    "def getLaserKFreq(time,trange,minfreq=190e+6,maxfreq=330e+6):\n",
    "    b = trange / 2\n",
    "    a = (minfreq - maxfreq)/ (b ** 2)\n",
    "    y = a * ( (time - b) ** 2 ) + maxfreq\n",
    "    return y\n",
    "\n",
    "def getCosWave(time,freq):\n",
    "    y = math.cos( 2 * math.pi * freq * time + 0.22 ) + 1\n",
    "    return y\n",
    "\n",
    "kf = np.linspace(0,sampleDuration,sampleCnt)\n",
    "\n",
    "for i in range(kf.shape[0]):\n",
    "    kf[i] = getLaserKFreq(kf[i],sampleDuration)\n",
    "\n",
    "plt.figure()\n",
    "plt.title('k-trig require freq.')\n",
    "plt.plot(kf)\n",
    "\n",
    "meanfreq = np.mean(kf)\n",
    "\n",
    "scalekf = kf / meanfreq\n",
    "# plt.figure()\n",
    "# plt.plot(kf)\n",
    "\n",
    "KWave = [0] * sampleCnt\n",
    "signal = [0] * sampleCnt\n",
    "\n",
    "# generate k-trig and signal sample data.\n",
    "adc_middle = 2047\n",
    "t = 0\n",
    "for i in range(sampleCnt):\n",
    "    KWave[i] = int( adc_middle * getCosWave(t, meanfreq ) )\n",
    "    signal[i] =  int( adc_middle *  ( 0.2 * getCosWave(t, 50e+6 ) +  0.3*getCosWave(t, 100e+6 ) ) )\n",
    "    t = t + scalekf[i] * sampleDuration / (sampleCnt-1)\n",
    "\n",
    "# hilbert transform and get the k-trig freq.    \n",
    "hKWave = np.fft.fft(KWave)\n",
    "hKWave = hKWave * 2\n",
    "hKWave[:sampleCnt//2] = 0 #hKWave[:sampleCnt//2] * -1j\n",
    "# hKWave[sampleCnt//2:] = hKWave[sampleCnt//2:] * 1j\n",
    "hKWave = np.fft.ifft(hKWave)\n",
    "hKAngle = np.angle(hKWave)\n",
    "dhKAngle = np.convolve(hKAngle, [-1,1], 'same')\n",
    "for i in range(1,len(dhKAngle)):\n",
    "    if abs(dhKAngle[i]) >= math.pi :\n",
    "        dhKAngle[i] = dhKAngle[i - 1]\n",
    "        \n",
    "dhKAngle = dhKAngle * sampleCnt / (2 * math.pi * sampleDuration )\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title('k-trig simulate wave.')\n",
    "plt.plot(KWave)\n",
    "# plt.plot(np.real(hKWave))\n",
    "# plt.plot(np.imag(hKWave))\n",
    "\n",
    "plt.figure()\n",
    "plt.title('k-trig freq.')\n",
    "plt.plot(kf)\n",
    "plt.plot(dhKAngle)\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title('signal.')\n",
    "plt.plot(signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21437ab0b38>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#cross zero point linear interpolation\n",
    "\n",
    "cross_zeroi = [0.0]\n",
    "\n",
    "for i in range(1,sampleCnt):\n",
    "    a = KWave[i-1]\n",
    "    b = KWave[i]\n",
    "    if a>=adc_middle and b<=adc_middle :\n",
    "        cross_zeroi.append(i-0.5)\n",
    "        continue\n",
    "    if a<=adc_middle and b>=adc_middle :\n",
    "        cross_zeroi.append(i-0.5)\n",
    "        continue\n",
    "\n",
    "resample_x = np.linspace(0,1,len(KWave))\n",
    "resample_x = np.interp(resample_x, np.linspace(0,1,len(cross_zeroi)), cross_zeroi)\n",
    "signalResample = np.interp(resample_x, np.arange(len(signal)), signal)\n",
    "\n",
    "signal_fft = np.fft.fft(signal)[:sampleCnt//2]\n",
    "signal_fft = np.abs(signal_fft)\n",
    "signal_fft[0:10] = 0\n",
    "\n",
    "signalResample_fft = np.fft.fft(signalResample)[:sampleCnt//2]\n",
    "signalResample_fft = np.abs(signalResample_fft)\n",
    "signalResample_fft[0:10] = 0\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title('raw signal spectrum vs resample signal spectrum.')\n",
    "plt.plot(signal_fft)\n",
    "plt.plot(signalResample_fft)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2143aeaadd8>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# unwrapped phase linear interpolation\n",
    "\n",
    "\n",
    "\n",
    "unwrapKPhase = np.zeros(sampleCnt)\n",
    "unwrapKPhase[0] = hKAngle[0]\n",
    "unwrapPIsum = 0\n",
    "for i in range(1,sampleCnt-1):\n",
    "    a = hKAngle[i] - hKAngle[i-1]\n",
    "    b = hKAngle[i+1] - hKAngle[i]\n",
    "    PIdir = -2\n",
    "    if a < 0 and abs(a)>math.pi:\n",
    "        PIdir = 2\n",
    "    if abs(a)>math.pi:\n",
    "        unwrapPIsum = unwrapPIsum + PIdir * math.pi\n",
    "    unwrapKPhase[i] = hKAngle[i] + unwrapPIsum\n",
    "    \n",
    "unwrapKPhase[-1] = unwrapKPhase[-2]\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title('k-trig phase unwrap.')\n",
    "plt.plot(hKAngle[:50],'o-')\n",
    "# plt.figure(figsize=(20,10))\n",
    "plt.plot(unwrapKPhase[:50],'o-')\n",
    "\n",
    "unwrapKPhase_s = unwrapKPhase[0]\n",
    "unwrapKPhase_e = unwrapKPhase[-1]\n",
    "unwrapKPhase = unwrapKPhase - unwrapKPhase_s\n",
    "unwrapKPhase = unwrapKPhase / (unwrapKPhase_e - unwrapKPhase_s)\n",
    "\n",
    "plt.figure()\n",
    "plt.title('k-trig phase unwrapped.')\n",
    "plt.plot(unwrapKPhase)\n",
    "\n",
    "resample_x = np.linspace(0,1,len(KWave))\n",
    "resample_x = np.interp(resample_x, unwrapKPhase, np.arange(len(hKAngle)))\n",
    "signalResampleUNW = np.interp(resample_x, np.arange(len(signal)), signal)\n",
    "\n",
    "signalResampleUNW_fft = np.fft.fft(signalResampleUNW)[:sampleCnt//2]\n",
    "signalResampleUNW_fft = np.abs(signalResampleUNW_fft)\n",
    "signalResampleUNW_fft[0:10] = 0\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title('raw signal spectrum vs resample by unwrapped phase signal spectrum.')\n",
    "plt.plot(signal_fft)\n",
    "plt.plot(signalResampleUNW_fft)\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.title('resample by cross zero signal spectrum vs resample by unwrapped phase signal spectrum.')\n",
    "plt.plot(signalResample_fft,'-o')\n",
    "plt.plot(signalResampleUNW_fft,'-.*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
